Maize Ear Height and Ear-Plant Height Ratio Estimation with LiDAR Data and Vertical Leaf Area Profile

被引:10
|
作者
Wang, Han [1 ,2 ]
Zhang, Wangfei [2 ]
Yang, Guijun [1 ,3 ]
Lei, Lei [1 ,3 ]
Han, Shaoyu [1 ]
Xu, Weimeng [1 ]
Chen, Riqiang [1 ]
Zhang, Chengjian [1 ]
Yang, Hao [1 ]
机构
[1] Beijing Acad Agr & Forestry Sci, Informat Technol Res Ctr, Key Lab Quantitat Remote Sensing Agr, Minist Agr & Rural Affairs, Beijing 100097, Peoples R China
[2] Southwest Forestry Univ, Coll Forestry, Kunming 650224, Peoples R China
[3] Changan Univ, Coll Geol Engn & Geomat, Xian 710054, Peoples R China
基金
中国国家自然科学基金;
关键词
ear height; ear-plant height ratio; TLS LiDAR; DLS LiDAR; ZEA-MAYS L; LODGING RESISTANCE; DENSITY; GROWTH; YIELD; LIGHT; INDEX;
D O I
10.3390/rs15040964
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Ear height (EH) and ear-plant height ratio (ER) are important agronomic traits in maize that directly affect nutrient utilization efficiency and lodging resistance and ultimately relate to maize yield. However, challenges in executing large-scale EH and ER measurements severely limit maize breeding programs. In this paper, we propose a novel, simple method for field monitoring of EH and ER based on the relationship between ear position and vertical leaf area profile. The vertical leaf area profile was estimated from Terrestrial Laser Scanner (TLS) and Drone Laser Scanner (DLS) data by applying the voxel-based point cloud method. The method was validated using two years of data collected from 128 field plots. The main factors affecting the accuracy were investigated, including the LiDAR platform, voxel size, and point cloud density. The EH using TLS data yielded R-2 = 0.59 and RMSE = 16.90 cm for 2019, R-2 = 0.39 and RMSE = 18.40 cm for 2021. In contrast, the EH using DLS data had an R-2 = 0.54 and RMSE = 18.00 cm for 2019, R-2 = 0.46 and RMSE = 26.50 cm for 2021 when the planting density was 67,500 plants/ha and below. The ER estimated using 2019 TLS data has R-2 = 0.45 and RMSE = 0.06. In summary, this paper proposed a simple method for measuring maize EH and ER in the field, the results will also offer insights into the structure-related traits of maize cultivars, further aiding selection in molecular breeding.
引用
收藏
页数:20
相关论文
共 50 条
  • [1] Optimizing ear-plant height ratio to improve kernel number and lodging resistance in maize (Zea mays L.)
    Zhao, Yating
    Zhang, Shuai
    Lv, Yanjie
    Ning, Fangfang
    Cao, Yibing
    Liao, Shuhua
    Wang, Pu
    Huang, Shoubing
    FIELD CROPS RESEARCH, 2022, 276
  • [2] Cytonuclear epistatic quantitative trait locus mapping for plant height and ear height in maize
    Zaixiang Tang
    Zefeng Yang
    Zhiqiu Hu
    Dan Zhang
    Xin Lu
    Bo Jia
    Dexiang Deng
    Chenwu Xu
    Molecular Breeding, 2013, 31 : 1 - 14
  • [3] Cytonuclear epistatic quantitative trait locus mapping for plant height and ear height in maize
    Tang, Zaixiang
    Yang, Zefeng
    Hu, Zhiqiu
    Zhang, Dan
    Lu, Xin
    Jia, Bo
    Deng, Dexiang
    Xu, Chenwu
    MOLECULAR BREEDING, 2013, 31 (01) : 1 - 14
  • [4] Genome-Wide Association Study of Plant and Ear Height in Maize
    Lu, Shi
    Li, Mu
    Zhang, Mo
    Lu, Ming
    Wan, Xinqi
    Wang, Piwu
    Liu, Wenguo
    TROPICAL PLANT BIOLOGY, 2020, 13 (03) : 262 - 273
  • [5] Genome-Wide Association Study of Plant and Ear Height in Maize
    Shi Lu
    Mu Li
    Mo Zhang
    Ming Lu
    Xinqi Wang
    Piwu Wang
    Wenguo Liu
    Tropical Plant Biology, 2020, 13 : 262 - 273
  • [6] Heterotic loci identified for plant height and ear height using two CSSLs test populations in maize
    WANG Hong-qiu
    ZHANG Xiang-ge
    YANG Hui-li
    CHEN Yong-qiang
    YUAN Liang
    LI Wei-hua
    LIU Zong-hua
    TANG Ji-hua
    KANG Ding-ming
    Journal of Integrative Agriculture, 2016, 15 (12) : 2726 - 2735
  • [7] Correlations and QTL detection in maize family per se and testcross progenies for plant height and ear height
    Zhang, Yan
    Li, Yongxiang
    Wang, Yang
    Peng, Bo
    Liu, Cheng
    Liu, Zhizhai
    Tan, Weiwei
    Wang, Di
    Shi, Yunsu
    Sun, Baocheng
    Song, Yanchun
    Wang, Tianyu
    Li, Yu
    PLANT BREEDING, 2011, 130 (06) : 617 - 624
  • [8] Quantitative trait loci analysis of plant height and ear height in maize (Zea mays L.)
    Z. M. Zhang
    M. J. Zhao
    H. P. Ding
    T. Z. Rong
    G. T. Pan
    Russian Journal of Genetics, 2006, 42 : 306 - 310
  • [9] Quantitative trait loci analysis of plant height and ear height in maize (Zea mays L.)
    Zhang, Z. M.
    Zhao, M. J.
    Ding, H. P.
    Rong, T. Z.
    Pan, G. T.
    RUSSIAN JOURNAL OF GENETICS, 2006, 42 (03) : 306 - 310
  • [10] Genomic selection on ear height, plant height and grain yield in the primary testing stage of maize hybrids
    Kong, Xinying
    Ji, Shuwen
    Liu, Yubo
    Zhang, Xuecai
    Liu, Meiling
    Yue, Chen
    Yang, Ruichen
    Li, Cong
    Dong, Xiaomei
    Zhang, Ao
    Ruan, Yanye
    EUPHYTICA, 2024, 220 (11)